Scaling sediment respiration in the Willamette and Yakima River Basins
In this project we built on Wollheim et al.,’s contribution on superlinear scaling of watershed function in stream networks. Wil gave a presentation at PNNL and a pdf of the slide deck is available here. The driving question is to estimate the contribution of river networks to the global carbon cycle. To do so, we need to be able to estimate the total cumulative functions leading to CO2 emissions/sinks, that is, respiration, gross primary productivity.
Building on metabolic theory, it can be hypothesized that the total metabolic function of a stream network is function of its size (~watershed area). This function is a power law , which is characterized by scaling exponents. If the scaling exponent of cumulative function vs. watershed area is equal to one, we talk about isometric scaling, that is, function increases in direct proportion to size. If the scaling exponent is different from 1, we talk about allometric scaling, that is the changes in function can be larger or smaller than expected from network size. In the first case, we are talking about superlinear scaling, and in the later about sublinear scaling. For instance, it has been found that while the human heart scales linearly (isometric) with body size, the brain size scales sublinearly (allometrically) with body size (more here).
So, what Wollheim and co-workers show in their paper is:
“We demonstrate allometric scaling [actually, superlinear] assuming spatially homogenous inputs of water (i.e., runoff; depth time−1) and non-point sources (mass area−1 time−1), while local aquatic process rates may vary along gradients according to river size (Fig. 1A)…. While the assumption of uniform runoff is reasonable29,30, uniform non-point sources is likely often violated in real watersheds31. However, this assumption allows us to assess effects of network structure and hydrological conditions on cumulative biogeochemical function (Eq. 1).” Superlinear scaling in riverine function means that the contribution of larger watershed to carbon cycle, for instance, is disproportionately large when compared to the size of the watershed.
Since the River Corridor Model (Son et al., 2022) has predicted sediment respiration rates across the Columbia River Basin, we are in a good position to investigate if the allometric scaling demonstrated by Wollheim et al under their assumptions, would also explain the spatial patterns of sediment respiration predicted by the RCM. Furthermore we can assess whether or not allometric scaling holds under heterogeneous inputs of water / spatially varying hyporheic hydraulics and heterogeneous inputs of respiration substrates, linked to landscape spatial heterogeneity.
Besides the two assumptions employed by Wolheim et al., there are two conditions that would indicate that the scaling of ecosystem respiration vs. watershed area would be superlinear:
- Cumulative benthic area (~stream surface area) scales superlinearly with watershed area.
- Local respiration rates are positively correlated with watershed area.
Our analysis indicate that despite meeting these two conditions across the Willamette and the Yakima river basins, the cumulative sediment respiration scales sublinearly (still allometric) with watershed area. The main reason behind this pattern could be the violation of the two assumptions of superlinear scaling.
We chose the Willamette and the Yakima as representative end-members of the climatic and hydrologic conditions observed across the Columbia River Basin, wet vs. arid.
The following plots illustrate the draft storyline for our publication:
Superlinear scaling of stream surface area with watershed area in the Willamette and Yakima River Basins. *Confidence intervals around the scaling exponents exclude 1
Local respiration rates are positively correlated with watershed area except in larger streams
## AGU ABSTRACT
Function Follows Form: Heterogeneity in Ecosystem Structure Constraints Watershed-Scale Sediment Respiration in Two Contrasting Watersheds in the Pacific Northweast, U.S. Francisco J J. Guerrero1, Peter Regier2, Kyongho Son3, Xingyuan Chen3, Yilin Fang4, Wilfred M Wollheim5, James Stegen3 and Timothy D Scheibe3, (1)Oregon State University, Corvallis, OR, United States, (2)Pacific Northwest National Laboratory, Richland, WA, United States, (3)Pacific Northwest National Laboratory, Richland, United States, (4)Battelle, Pacific Northwest National Laboratory, Richland, WA, United States, (5)Univ New Hampshire, Durham, NH, United States
Abstract Text: Disruptions such as fires, floods, or land use changes can significantly impair watershed function on multiple scales. This study expands upon the allometric scaling theory of watershed function to enhance our understanding of the variables driving Whole-Watershed-Scale (WWS) sediment respiration rates in two watersheds within the Pacific Northwest: the Willamette and Yakima River Basins. These watersheds provide contrasting examples in terms of landscape heterogeneity and hydrological regimes within the broader Columbia River Basin. By using reach-scale predictions of sediment respiration from a coupled hydrobiogeochemical model (the River Corridor Model-RCM), we quantified the total carbon respired by sediments (i.e., cumulative respiration) across multiple nested basins within the boundaries of the Willamette and Yakima watersheds. We subsequently investigated whether these cumulative respiration rates exhibit allometric scaling with watershed area, as suggested by recent theoretical developments.
Contrary to the theoretical prediction of a superlinear scaling of total carbon respiration in the sediments with watershed area (implying larger watersheds would have disproportionately high sediment respiration rates relative to their size), we discovered multiple allometric scaling behaviors constrained by sublinear scaling (indicating larger watersheds’ sediment respiration is disproportionately low relative to their size). WWS sediment respiration increases with watershed area from first to fifth-order streams, but decreases in higher-order streams.
Our results suggest these patterns are strongly influenced by heterogeneity in water and metabolic substrate inputs across the watershed. Nevertheless, the influence of these variables differs both quantitatively and qualitatively between the Willamette and Yakima River basins, exhibiting more complex interactions in the Yakima basin.
The implications of our findings are twofold. First, under a sublinear scaling scenario, we should anticipate particularly crucial regions within a watershed where disturbance impacts could disrupt WWS metabolic processes. Second, if form informs (metabolic) function, the biogeochemical resilience of fluvial ecosystems to disturbances could be lower than previously expected.
Plain-Language Summary: Watersheds, like the Willamette and Yakima River Basins in the Pacific Northwest, absorb and process water. However, events such as fires, floods, or changes in land use can disrupt their functioning. Our study focuses on “sediment respiration”, which is how microorganisms in the river bed release carbon dioxide. We used a computer model to predict sediment respiration changes across these watersheds. Initially, we thought larger watersheds would exhibit more sediment respiration. However, our findings showed respiration increasing from smaller streams to mid-sized streams, to then decrease in larger ones. We believe variations in water and nutrients across the watershed might cause this. These variations differ between the Willamette and Yakima Basins. Our study is important for two reasons. First, it highlights the specific regions in a watershed most likely to be impacted by disruptions. Second, it suggests that watersheds may be less resilient to such disruptions than we previously assumed. This understanding can guide future efforts to protect and manage our watersheds, which are vital for maintaining the health of our ecosystems.